{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Start BPTK and automatically read the scenarios found in the scenarios folder\n",
    "# this also loads all the Python classes referenced in the scenarios, so we are immediately ready \n",
    "# to run scenarios and plot results.\n",
    "\n",
    "from BPTK_Py.bptk import bptk \n",
    "\n",
    "bptk = bptk()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Agent-based Modeling with BPTK-Py\n",
    "\n",
    "This document illustrates how to build agent-based simulation models (AB models) using the BPTK_PY framework.\n",
    "\n",
    "Agent-based models are much more powerful than SD models - you can build any model you build with SD with ABM,  but not the other way round. This is because AB models are built using a programming language such as Python (and hence are Turing complete) as opposed to SD models, which are based on a simple mathematical formalism that is not Turing complete.\n",
    "\n",
    "This power comes at a cost: While SD models are modelled visually using a simple graphical notation, ABMs are built using a programming language. This means you need good programming skills to create and understand them ABM models. They also tend to be much slower than SD models.\n",
    "\n",
    "The objective of the BPTK_PY framework is to provide all the infrastructure code that is necessary for managing and running an agent-based model, so that the modeler can concentrate on creating the simulation logic.\n",
    "\n",
    "The ABM framework integrates with the SD framework, in particular regarding scenario management and plotting of results - in fact the same model class is used in both frameworks, so you can even create hybrid models that contain stocks, flows and agents.\n",
    "\n",
    "To illustrate agent-based modeling and how to do this with BPTK_PY, we will build an agent-based version of the simple project management model. This model is an illustration of [Parkinson's law](https://en.wikipedia.org/wiki/Parkinson%27s_law), which states that work expands so as to fill the time available for its completion - Parkinson's law is particularly relevant in projects, where we need to set milestones judiciously to ensure that schedule pressure remains at an acceptable rate.\n",
    "\n",
    "You can find a discussion of an SD version of the model [here](../../../sd-dsl/in-depth/in_depth_simple_python_library_sd_dsl/in_depth_simple_python_library_sd_dsl.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A Brief Introduction To Agent-based Modelling\n",
    "\n",
    "The basic concept behind AB models is quite simple: you populate an environment (the model) with a set of agents. Agents and the environment each have a set of properties and each agent must always be in a defined state. Agents can perform actions and interact amongst each other and with the environment by sending each other events - the agents react to these events by updating their properties and/or changing their state.\n",
    "\n",
    "So to create an agent using Python and the BPTK_PY framework, all you really need to do is:\n",
    "\n",
    "* Identify the relevant agents\n",
    "* Define the agents properties\n",
    "* Define an action method, which describes what the agent does in each time-step, e.g. perform internal tasks and send events to other agents\n",
    "* Define handlers for each kind of event you want your agent to react to\n",
    "* For each agent, implement an initializer which sets the agents initial state\n",
    "\n",
    "Defining the model is even easier:\n",
    "\n",
    "* Define the environment properties and update them when necessary\n",
    "* Tell the model which kinds of agents there are\n",
    "\n",
    "Then, to configure the simulation, all we need to do is to set the initial values of the properties and instantiate the initial agents. Each unique configuration of a model is refered to as a scenario. The BPTK_PY framework helps you to manage different scenarios and compare results easily.\n",
    "\n",
    "Much like with the SD models, configuring AB models is best done using a config file defined in JSON."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Simple Project Management Model As An Agent-based model\n",
    "\n",
    "The purpose of the model is to investigate how long it takes to complete a set of task within a given deadline.\n",
    "\n",
    "The model is an illustration of [Parkinson's law](https://en.wikipedia.org/wiki/Parkinson%27s_law), which states that work expands so as to fill the time available for its completion.\n",
    "\n",
    "The underlying assumption is that our productivity isn't linear, but depends on schedule pressure:\n",
    "\n",
    "* The higher the schedule pressure, the higher my productivity will be (within limits)\n",
    "* The lower the schedule pressure, the lower the productivity will be (again within limits)\n",
    "\n",
    "Here is the productivity curve we use in the model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "bptk.scenario_manager_factory\n",
    " .get_scenario(\"ABMsmSimpleProjectManagement\",\"scenario100\")\n",
    " .model\n",
    " .plot_lookup([\"productivity\"])\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's think about how to model this using agent-based modeling.\n",
    "\n",
    "* We have two kinds of agents, `staff_member` and `task`.\n",
    "* Staff members can either be available or busy working on a task. Staff members only have one property: the task they are currently working on.\n",
    "* Tasks are either, open, in progress, or closed. Tasks have an `effort` property defining the initial effort per task and a `remaining_effort` property which tracks how much more effort needs to be invested into a task in order to complete it.\n",
    "* Staff Members send the `task_started` event to a task when they start working on a task and a `task_progress` event every time they do some work on the task.\n",
    "* The model provides the overall productivity property and the deadline.\n",
    "* A staff member only works on one task at a time.\n",
    "\n",
    "The simulation runs through a number of time steps - in each time step, each staff member checks first checks its status. If it is `available`, then the staff members grabs the next open task and changes its status to `busy`. It also sends a `task_started` event to the task, to ensure no other staff member will start working on the task.\n",
    "\n",
    "If it is `busy` then it continues working on the task at hand and send a `task_progress` event to the task. In the event it records the amount of work done on the task.\n",
    "\n",
    "At the end of the timestep, the staff members checks to see whether the task is completed - if yes, it changes its state back to `available`.\n",
    "\n",
    "Tasks are even simpler, because they don't perform actions of their own, all they do is respond to events:\n",
    "\n",
    "* If a task receives the `task_started` event, it changes its status to `in_progress`.\n",
    "* If it receives the `in_progess` event, it reduces the remaining effort by the amouht defined in the event and then checks the remaining effort – if this is zero, it changes its state to `closed`.\n",
    "\n",
    "That's really all there is to it!\n",
    "\n",
    "Before we take a look at how to implement this in Python using the BPTK_PY Framework, let's take a look at the simulation results.\n",
    "\n",
    "Assuming that each task takes one day to complete when productivity is equal to one, here are the simulation results for a deadline of 100 days and 80, 100 and 120 tasks respectively:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"ABMsmSimpleProjectManagement\"],\n",
    "    kind=\"area\",\n",
    "    scenarios=[\"scenario80\",\"scenario100\",\"scenario120\"],\n",
    "    title=\"Scenario Comparison\",\n",
    "    agents=[\"task\"],\n",
    "    agent_states=[\"open\"],\n",
    "     series_names={\n",
    "         \"ABMsmSimpleProjectManagement_scenario80_task_open\" : \"Scenario 80\",\n",
    "         \"ABMsmSimpleProjectManagement_scenario100_task_open\" : \"Scenario 100\",\n",
    "         \"ABMsmSimpleProjectManagement_scenario120_task_open\" : \"Scenario 120\",\n",
    "     }\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can see that a project with 80 tasks still takes 100 days and a project with 120 tasks completes much faster than expected.\n",
    "You can see why this happens when you plot the productivity - this is quite different for each of the scenarios:\n",
    "* In the 80 scenario, the productivity is very low initially and then goes up as the deadline approaches.\n",
    "* In the 100 scenario, the productivity is at one right up to the deadline.\n",
    "* In the 120 scenario, the productivity is high right from the word go.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"ABMsmSimpleProjectManagement\"],\n",
    "    kind=\"area\",\n",
    "    scenarios=[\"scenario80\",\"scenario100\",\"scenario120\"],\n",
    "    agents=[\"controlling\"],\n",
    "    agent_states=[\"active\"],\n",
    "    title=\"Staff Member Productivity\",\n",
    "    agent_properties=[\"productivity\"],\n",
    "    agent_property_types=[\"mean\"],\n",
    "     series_names={\n",
    "         \"ABMsmSimpleProjectManagement_scenario80_controlling_active_productivity_mean\" : \"Scenario 80\",\n",
    "         \"ABMsmSimpleProjectManagement_scenario100_controlling_active_productivity_mean\" : \"Scenario 100\",\n",
    "         \"ABMsmSimpleProjectManagement_scenario120_controlling_active_productivity_mean\" : \"Scenario 120\",\n",
    "     }\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also take a look at how schedule pressure develops over time:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"ABMsmSimpleProjectManagement\"],\n",
    "    kind=\"area\",\n",
    "    scenarios=[\"scenario80\",\"scenario100\",\"scenario120\"],\n",
    "    agents=[\"controlling\"],\n",
    "    title=\"Schedule Pressure\",\n",
    "    agent_states=[\"active\"],\n",
    "    agent_properties=[\"schedule_pressure\"],\n",
    "    agent_property_types=[\"mean\"],\n",
    "     series_names={\n",
    "         \"ABMsmSimpleProjectManagement_scenario80_controlling_active_schedule_pressure_mean\" : \"Scenario 80\",\n",
    "         \"ABMsmSimpleProjectManagement_scenario100_controlling_active_schedule_pressure_mean\" : \"Scenario 100\",\n",
    "         \"ABMsmSimpleProjectManagement_scenario120_controlling_active_schedule_pressure_mean\" : \"Scenario 120\",\n",
    "     }\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's take a look at how to implement the model in Python using the BPTK_PY framework."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Implementing the Simple Project Managment Model in Python using BPTK_PY\n",
    "\n",
    "You can find the code for this model in the `/abm/spm` directory of the BPTK_PY tutorial.\n",
    "\n",
    "First let's take a look at the `act` method of the staff member agent, which implements the logic outline above:\n",
    "\n",
    "Right at the beginning of the method the `work_capacity` for this time step is calculated. This represents the maximum amount of work the staffMember is able to do in this time step, given his current productivity - the actual amount of work performed may be less, because all tasks could be complete.\n",
    "\n",
    "So now the staff member goes into a loop which only stops once all the work capacity has been used up.\n",
    "\n",
    "If the staff member is currently in the available state (i.e. it is not working on an open task), it grabs the next available open task by calling the `self.model.next_agent` method. If there are no more tasks, then there is nothing left to do and work_capacity is set to zero. \n",
    "\n",
    "If there is a task, then the state of the staff member is set to `busy` and the task is sent a `task_started` event.\n",
    "\n",
    "If the staff member is currently busy, then the actual work done in this step is calculated - this depends on the work capacity and the tasks remaining effort.\n",
    "\n",
    "```python\n",
    "\n",
    "   def act(self, time, round_no, step_no):\n",
    "\n",
    "        work_capacity = self.model.dt * self.model.productivity\n",
    "\n",
    "        while work_capacity > 0:\n",
    "            if self.state == \"available\":\n",
    "\n",
    "                self.task = self.model.next_agent(\"task\", \"open\")\n",
    "\n",
    "                if self.task is not None:\n",
    "\n",
    "                    self.state = \"busy\"\n",
    "                    self.task.receive_instantaneous_event(\n",
    "                        Event(\"taskStarted\", self.id, self.task.id)\n",
    "                    )\n",
    "                else:\n",
    "                    # no more open tasks\n",
    "                    work_capacity = 0\n",
    "\n",
    "            if self.state == \"busy\":\n",
    "\n",
    "                # the actual progress we make on a task depends on the remaining effort\n",
    "\n",
    "                work_done = min(work_capacity, self.task.remaining_effort)\n",
    "                work_capacity -= task_progress\n",
    "\n",
    "                self.task.receive_instantaneous_event(\n",
    "                    Event(\n",
    "                         \"taskProgress\",\n",
    "                        self.id,\n",
    "                        self.task.id,\n",
    "                        {\"progress\": work_done}\n",
    "                     )\n",
    "                )\n",
    "\n",
    "                if self.task.state == \"closed\":\n",
    "                    self.state = \"available\"\n",
    "                    self.task = None\n",
    "\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the staff members properties such as productivity and current_progress are accessed using dot-notation (e.g. self.productivity). But no getters or setters need to be set up for these properties - all you need to do is define the agent properties in the config file or define properties in the agents initialize method, the syntax used is identical in either case.\n",
    "\n",
    "In our model we don't need to set staff members properties in the scenario file, because its properties are not relevant for differentiating between scenarios. Here is what the staff members initialize method looks like:\n",
    "```python\n",
    "    def initialize(self):\n",
    "\n",
    "        self.agent_type = \"staffMember\"\n",
    "        self.state = \"available\"\n",
    "        self.set_property(\"current_progress\", {\"type\": \"Double\", \"value\": 0})\n",
    "        self.set_property(\"productivity\", {\"type\": \"Double\", \"value\": 1})\n",
    "        self.set_property(\"task\", {\"type\": \"Agent\", \"value\": None})\n",
    "\n",
    "```\n",
    "The initialize method of an agent is called by the framework right after an agent has been created. We use the method to set the type of the agent (i.e. `staffMember` in this case) and also its initial state (i.e. `available`).\n",
    "\n",
    "Properties set using the `set_property` method can be accessed using dot-notation – this saves a lot of boilerplate code. Also statistics are automatically collected for these properties, these statistics can then be output in a dataframe or plotted using the `plot_scenario` method. Currently the `total`, the `mean` value and `min` and `max` are collected for each agent property per agent state."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's take a look at how the `task`is implemented - the task doesn't actually do anything, so we don't need to implement an act method. All we need is handlers for the `taskStarted` and `taskProgress`events:\n",
    "\n",
    "The handler for the started event just changes the tasks state from `open` to `inProgress`:\n",
    "```python\n",
    "    def handle_started_event(self, event):\n",
    "        self.state = \"in_progress\"\n",
    "```\n",
    "The handler for the progress event adjusts the remaining effort according to the progress information sent by the `staff_member`. If the remaining effort is zero, it changes its state to `closed`.\n",
    "\n",
    "```python\n",
    "    def handle_progress_event(self, event):\n",
    "        self.remaining_effort = max(self.remaining_effort-event.data[\"progress\"], 0)\n",
    "\n",
    "        if self.remaining_effort == 0:\n",
    "            self.state = \"closed\"\n",
    "```\n",
    "\n",
    "The only thing that remains to be done is to register the event handlers - this is done in the tasks `initialize` method:\n",
    "```python\n",
    "   def initialize(self):\n",
    "        self.agent_type = \"task\"\n",
    "        self.state = \"open\"\n",
    "\n",
    "        self.set_property(\"remaining_effort\", {\"type\": \"Double\", \"value\": self.effort})\n",
    "\n",
    "        self.register_event_handler([\"open\"], \"task_started\", self.handle_started_event)\n",
    "        self.register_event_handler([\"in_progress\"], \"task_progress\", self.handle_progress_event)\n",
    "```\n",
    "\n",
    "We need to call the `register_event_handler` method for each event. We pass the handler as a function along with the event name and a list of states the handler is relevant for."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The only remaing class we need to look at is the SPM model itself. The key method in the model class is the `initialize_model` method - this method is called automatically by the framework, it is used to register the agent factories. Agent factories are simple, anonymous functions which instantiate agents by calling their constructors and passing an agent id, the model the agent is part of and the agent properties (which are defined in the scenarios config file).\n",
    "\n",
    "Here is what the `initialize_model` method in the SPM class, which derived from the Model class in the BPTK PY framework:\n",
    "\n",
    "```python\n",
    "def instantiate_model(self):\n",
    "        self.register_agent_factory(\n",
    "            \"staffMember\",\n",
    "            lambda agent_id, model, properties: StaffMember(agent_id, model, properties)\n",
    "        )\n",
    "        self.register_agent_factory(\n",
    "            \"task\", \n",
    "            lambda agent_id, model, properties: Task(agent_id, model, properties)\n",
    "        )\n",
    "```\n",
    "\n",
    "The SPM class automatically provides access to all the properties set in the scenario config file via dot-notation: in this case these are the properties `deadline` and `productivity`. This access is provided automatically, using Python metaprogramming techniques.\n",
    "\n",
    "If you take a look at the config file for the simulation (`abm_spm.json`) you will see that the constants are defined like this:\n",
    "\n",
    "```json\n",
    "       \"properties\": [\n",
    "         {\n",
    "            \"name\": \"deadline\",\n",
    "            \"type\": \"Integer\",\n",
    "            \"value\": 120\n",
    "          },\n",
    "          {\n",
    "            \"name\": \"productivity\",\n",
    "            \"type\": \"Lookup\",\n",
    "            \"value\": [\n",
    "                      [0, 0.4],\n",
    "                      [0.25, 0.444],\n",
    "                      [0.5, 0.506],\n",
    "                      [0.75, 0.594],\n",
    "                      [1, 1],\n",
    "                      [1.25, 1.119],\n",
    "                      [1.5, 1.1625],\n",
    "                      [1.75, 1.2125],\n",
    "                      [2, 1.2375],\n",
    "                      [2.25, 1.245], \n",
    "                      [2.5, 1.25]\n",
    "                     ]\n",
    "          }\n",
    "        ]\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In our SPM model, providing agents with the productivity lookup directly doesn't really make much sense - the agents are interested in the productivity at the current time (i.e. the \"instantaneous\" productivity), which depends on the current schedule pressure, which itself is defined as the ratio of the required effort to complete the remaining tasks over the remaining work capacity. This is an overall property of the project (i.e. the model) and not of the agents.\n",
    "\n",
    "So in order to provide agents with access to these values, we create two model properties called `schedule_pressure` and `productivity`.\n",
    "\n",
    "We need to be careful though - our model could potentially have many staff members, and we need to ensure that\n",
    "they all get the same value of `schedule_pressure` and `productivity` - we need to ensure that the values of these properties are only updated once at the beginning of each round.\n",
    "\n",
    "This is what the models `act` method is for - it is called by the scheduler at the beginning of each round, before the agents `act` methods are called.\n",
    "\n",
    "We've included the code for the `act` method below, here is how schedule pressure and productivity are calculated:\n",
    "\n",
    "First the `remaining_effort` for all open tasks is calculated by walking along the list of remaining open tasks and reading their `effort` property. This list is accessed using the models's `agent_ids` method, which is provided by the BPTK_PY framework. To this effort we need to add the remaining_effort of the task currently being worked on.\n",
    "\n",
    "We then add the remaining effort for all the tasks that are currently being worked on, by all staff members.\n",
    "\n",
    "We can then work out the remaining work capacity by multiplying the remaing time until the deadline with the number of staff members (assuming that all staff members work on tasks full time).\n",
    "\n",
    "The schedule pressure is then simply the ratio of the remaining effort and the work capacity (we need to ensure the value is never greater than 2.5, because the productivity lookup is only defined in the range between 0 and 2.5.\n",
    "\n",
    "Once we know the schedule pressure, we can work out the productivity using the productivity lookup.\n",
    "\n",
    "```python\n",
    "       def act(self, time, sim_round, step):\n",
    "        # schedule pressure and productivity are updated once at the beginning of each round\n",
    "        # this ensures that they are constant within each round\n",
    "        # and thus the same for all staff members\n",
    "\n",
    "        remaining_effort = 0\n",
    "\n",
    "        # calculate the remaining effort for all open tasks\n",
    "\n",
    "        task_ids = self.agent_ids(\"task\")\n",
    "\n",
    "        for task_id in task_ids:\n",
    "            task = self.agent(task_id)\n",
    "\n",
    "            if task.state == \"open\":\n",
    "                remaining_effort += task.effort\n",
    "\n",
    "        # now add the remaining effort for the tasks currently being worked on\n",
    "\n",
    "        staff_ids = self.agent_ids(\"staff_member\")\n",
    "\n",
    "        for staff_id in staff_ids:\n",
    "            task_in_progress = self.agent(staff_id).task\n",
    "            if task_in_progress is not None:\n",
    "                remaining_effort += task_in_progress.remaining_effort\n",
    "\n",
    "        remaining_time = self.deadline - self.scheduler.current_time\n",
    "        num_staff_members = self.agent_count(\"staff_member\")\n",
    "\n",
    "        if remaining_time > 0:\n",
    "            self._schedule_pressure = min(remaining_effort/(remaining_time * num_staff_members), 2.5)\n",
    "        elif remaining_effort > 0:\n",
    "            self._schedule_pressure = min(remaining_effort/(self.dt * num_staff_members), 2.5)\n",
    "        else:\n",
    "            self._schedule_pressure = 1\n",
    "\n",
    "        productivity_lookup = self.get_property(\"productivity\")\n",
    "\n",
    "        self._productivity = self.lookup(\n",
    "                self._schedule_pressure,\n",
    "                productivity_lookup[\"value\"])\n",
    "```\n",
    "\n",
    "Note that there is a potential naming conflict because we now have two properties called `productivity` – in practice this is no problem, because properties implemented as methods of the class take precedence over the properties defined using the config file or the `set_property` method. You can still access these properties using get_property."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Running The Model\n",
    "\n",
    "Now we've seen the code, let's see the model in action."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The BPTK framework is loaded with the following lines:\n",
    "\n",
    "```python\n",
    "## Start BPTK and automatically read the scnearios found in the scenario folder\n",
    "\n",
    "from BPTK_Py.bptk import bptk \n",
    "\n",
    "bptk = bptk()\n",
    "```\n",
    "These lines not only load the BPTK framework, they also start a background process that reads the config files found in the `scenarios` folder, loads the corresponding ABM and SD model and confgiures them according to the scenarios."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And thats all - once a model has been configured for each scenario defined, we can run the scenario/model using the `plot_scenario`function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"ABMsmSimpleProjectManagement\"],\n",
    "    kind=\"area\",\n",
    "    title=\"Open vs. Closed Tasks\",\n",
    "    scenarios=[\"scenario100\"],\n",
    "    agents=[\"task\"],\n",
    "    agent_states=[\"open\",\"closed\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can easily compare the results from different scenarios to each other:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"ABMsmSimpleProjectManagement\"],\n",
    "    kind=\"area\",\n",
    "    scenarios=[\"scenario80\",\"scenario100\",\"scenario120\"],\n",
    "    title=\"Scenario Comparison for closed tasks\",\n",
    "    agents=[\"task\"],\n",
    "    agent_states=[\"closed\"],\n",
    "     series_names={\n",
    "         \"ABMsmSimpleProjectManagement_scenario80_task_closed\" : \"Scenario 80\",\n",
    "         \"ABMsmSimpleProjectManagement_scenario100_task_closed\" : \"Scenario 100\",\n",
    "         \"ABMsmSimpleProjectManagement_scenario120_task_closed\" : \"Scenario 120\",\n",
    "     }\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also take a look at the underlying data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Scenario 80</th>\n",
       "      <th>Scenario 100</th>\n",
       "      <th>Scenario 120</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>95.00</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95.25</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95.50</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95.75</th>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96.00</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96.25</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96.50</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96.75</th>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97.00</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97.25</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97.50</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97.75</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98.00</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98.25</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98.50</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98.75</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99.00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99.25</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99.50</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99.75</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100.00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100.25</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100.50</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100.75</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101.00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101.25</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101.50</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101.75</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102.00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102.25</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102.50</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102.75</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103.00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103.25</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103.50</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Scenario 80  Scenario 100  Scenario 120\n",
       "t                                              \n",
       "95.00           4.0           4.0            11\n",
       "95.25           4.0           4.0            11\n",
       "95.50           4.0           4.0            11\n",
       "95.75           3.0           4.0            10\n",
       "96.00           3.0           3.0            10\n",
       "96.25           3.0           3.0            10\n",
       "96.50           3.0           3.0            10\n",
       "96.75           2.0           3.0             9\n",
       "97.00           2.0           2.0             9\n",
       "97.25           2.0           2.0             9\n",
       "97.50           2.0           2.0             8\n",
       "97.75           1.0           2.0             8\n",
       "98.00           1.0           1.0             8\n",
       "98.25           1.0           1.0             7\n",
       "98.50           1.0           1.0             7\n",
       "98.75           0.0           1.0             7\n",
       "99.00           0.0           0.0             6\n",
       "99.25           0.0           0.0             6\n",
       "99.50           0.0           0.0             6\n",
       "99.75           0.0           0.0             5\n",
       "100.00          0.0           0.0             5\n",
       "100.25          0.0           0.0             5\n",
       "100.50          0.0           0.0             5\n",
       "100.75          0.0           0.0             4\n",
       "101.00          0.0           0.0             4\n",
       "101.25          0.0           0.0             4\n",
       "101.50          0.0           0.0             3\n",
       "101.75          0.0           0.0             3\n",
       "102.00          0.0           0.0             3\n",
       "102.25          0.0           0.0             2\n",
       "102.50          0.0           0.0             2\n",
       "102.75          0.0           0.0             2\n",
       "103.00          0.0           0.0             1\n",
       "103.25          0.0           0.0             1\n",
       "103.50          0.0           0.0             1"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"ABMsmSimpleProjectManagement\"],\n",
    "    kind=\"area\",\n",
    "    scenarios=[\"scenario80\",\"scenario100\",\"scenario120\"],\n",
    "    agents=[\"task\"],\n",
    "    agent_states=[\"open\"],\n",
    "    return_df=True,\n",
    "     series_names={\n",
    "         \"ABMsmSimpleProjectManagement_scenario80_task_open\" : \"Scenario 80\",\n",
    "         \"ABMsmSimpleProjectManagement_scenario100_task_open\" : \"Scenario 100\",\n",
    "         \"ABMsmSimpleProjectManagement_scenario120_task_open\" : \"Scenario 120\",\n",
    "     }\n",
    ")[95:120]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And we can also plot the values of the agent properties:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"ABMsmSimpleProjectManagement\"],\n",
    "    kind=\"area\",\n",
    "    scenarios=[\"scenario80\",\"scenario100\",\"scenario120\"],\n",
    "    title=\"Remaining total effort\",\n",
    "    agents=[\"task\"],\n",
    "    agent_states=[\"open\"],\n",
    "    agent_properties=[\"effort\"],\n",
    "    agent_property_types=[\"total\"],\n",
    "    series_names={\n",
    "        \"ABMsmSimpleProjectManagement_scenario80_task_open_effort_total\": \"Total remaining effort, Scenario 80\",\n",
    "        \"ABMsmSimpleProjectManagement_scenario100_task_open_effort_total\": \"Total remaining effort, Scenario 100\",\n",
    "         \"ABMsmSimpleProjectManagement_scenario120_task_open_effort_total\": \"Total remaining effort, Scenario 120\"\n",
    "     }\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can even compare two scenarios with the same settings but different time steps. The simulations time step essentially defines the granularity at which measurements take place – in this case the simulation with a granularity of 4 steps per time unit is \"faster\" than the same simulation with 1 time step per unit – this is natural if you think about it: in the former scenario, we check much more often if we have completed a task and thus can move on to a new task sooner."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"ABMsmSimpleProjectManagement\"],\n",
    "    kind=\"area\",\n",
    "    scenarios=[\"scenario80\",\"scenario80DT1\"],\n",
    "    agents=[\"task\"],\n",
    "    agent_states=[\"open\"],\n",
    "    series_names={\n",
    "        \"ABMsmSimpleProjectManagement_scenario80_task_open\":\"80 Tasks, four steps per time unit\",\n",
    "        \"ABMsmSimpleProjectManagement_scenario80DT1_task_open\":\"80 Tasks, one step per time unit\",\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also see what happens if we double the number of staff members - adding new staff members reduced productivity, unless the deadline is adjusted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"ABMsmSimpleProjectManagement\"],\n",
    "    kind=\"area\",\n",
    "    scenarios=[\"scenario100\",\"scenario100SM2D50\",\"scenario100SM2D90\"],\n",
    "    agents=[\"task\"],\n",
    "    agent_states=[\"open\"],\n",
    "    series_names={\n",
    "        \"ABMsmSimpleProjectManagement_scenario100_task_open\":\"100 Tasks, one staff member, deadline 100 \",\n",
    "        \"ABMsmSimpleProjectManagement_scenario100SM2D50_task_open\":\"100 Tasks, two staff members, deadline 50\",\n",
    "        \"ABMsmSimpleProjectManagement_scenario100SM2D90_task_open\":\"100 Tasks, two staff members, deadline 90\",\n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This was a brief introduction to agent-based modeling and simulation using the BPTK_PY framework. Here is a summary of the key points:\n",
    "\n",
    "* The BPTK_PY framework supports System Dynamics models in XMILE Format, native SD models, Agent-based models and hybrid SD-ABM-Models\n",
    "* The objective of the framework is to provide the infrastructure for managing model settings and scenarios and for running and plotting simulation results, so that the modeller can concentrate on modelling.\n",
    "* The framework automatically collect statistics on agents, their states and their properties, which makes plotting simulation results very easy.\n",
    "* Simulation results can also be returned as Pandas dataframes.\n",
    "* The framework uses some advanced Python metaprogramming techniques to ensure the amount of boilerplate code the modeler has to write is kept to a minimum.\n",
    "* Model settings and scenarios are kept in JSON files. These settings are automatically loaded by the framework upon initialization, as are the model classes themselves. This makes interactive modeling, coding and testing using the Jupyter environment very painless."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.9.5 64-bit ('venv': venv)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.5"
  },
  "interpreter": {
   "hash": "5721abfe33942d351f7b09905420df100ba8c34b49fc290848df1028bfa2da07"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}